In [3]:
from sklearn import svm
import csv
import os
import numpy as np
from scipy.signal import resample_poly
In [2]:
!pip install -U imbalanced-learn
Collecting imbalanced-learn
Downloading imbalanced-learn-0.2.1.tar.gz (90kB)
100% |████████████████████████████████| 92kB 895kB/s
Collecting scipy>=0.17.0 (from imbalanced-learn)
Downloading scipy-0.19.0-cp35-cp35m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl (16.1MB)
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Collecting numpy>=1.10.4 (from imbalanced-learn)
Downloading numpy-1.12.1-cp35-cp35m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl (4.4MB)
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Collecting scikit-learn>=0.17.1 (from imbalanced-learn)
Downloading scikit_learn-0.18.1-cp35-cp35m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl (7.2MB)
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Building wheels for collected packages: imbalanced-learn
Running setup.py bdist_wheel for imbalanced-learn ... - \ done
Stored in directory: /Users/fahadkamran/Library/Caches/pip/wheels/b8/20/bd/0b775f7e5d413ac72562b1a5126598bcb6e0eae10da659be9f
Successfully built imbalanced-learn
Installing collected packages: numpy, scipy, scikit-learn, imbalanced-learn
Found existing installation: numpy 1.11.3
Uninstalling numpy-1.11.3:
Successfully uninstalled numpy-1.11.3
Found existing installation: scipy 0.18.1
Uninstalling scipy-0.18.1:
Successfully uninstalled scipy-0.18.1
Found existing installation: scikit-learn 0.17.1
DEPRECATION: Uninstalling a distutils installed project (scikit-learn) has been deprecated and will be removed in a future version. This is due to the fact that uninstalling a distutils project will only partially uninstall the project.
Uninstalling scikit-learn-0.17.1:
Successfully uninstalled scikit-learn-0.17.1
Successfully installed imbalanced-learn-0.2.1 numpy-1.12.1 scikit-learn-0.18.1 scipy-0.19.0
In [4]:
def getClasses():
# with open('../../../data1/fahad/2017Challenge/training2017/REFERENCE.csv','r') as f:
with open('training2017/REFERENCE.csv','r') as f:
data = csv.reader(f)
data = list(data)
file_names = [x[0]+".txt" for x in data]
classes = []
for x in data:
if x[1] == 'N':
classes.append(0)
elif x[1] == 'A':
classes.append(1)
else:
classes.append(2)
dct = dict(zip(file_names,classes))
return dct
In [5]:
def getData(dct):
maximum = 3750
trainFiles = ["training2017/"+x for x in os.listdir('training2017') if ".txt" in x]
validationFiles = ["validation/"+x for x in os.listdir('validation/') if ".txt" in x]
testFiles = ["test/"+x for x in os.listdir('test/') if ".txt" in x]
all_data = {}
for file in trainFiles:
if dct[file[13:]] != '~':
f = open(file)
wf = np.array(f.read().splitlines()).astype(np.float)
wf = resample_poly(wf,125,300)
if len(wf) <= maximum:
wf = np.append(wf, np.zeros(maximum - len(wf)))
else:
wf = wf[0:maximum]
Sxx = wf.copy()
all_data[file[13:]] = Sxx.copy()
validation_data = {}
for file in validationFiles:
if dct[file[11:]] != '~':
f = open(file)
wf = np.array(f.read().splitlines()).astype(np.float)
wf = resample_poly(wf,125,300)
if len(wf) <= maximum:
wf = np.append(wf, np.zeros(maximum - len(wf)))
else:
wf = wf[0:maximum]
Sxx = wf.copy()
validation_data[file[11:]] = Sxx.copy()
test_data = {}
for file in testFiles:
if dct[file[5:]] != '~':
f = open(file)
wf = np.array(f.read().splitlines()).astype(np.float)
wf = resample_poly(wf,125,300)
if len(wf) <= maximum:
wf = np.append(wf, np.zeros(maximum - len(wf)))
else:
wf = wf[0:maximum]
Sxx = wf.copy()
test_data[file[5:]] = Sxx.copy()
return all_data, validation_data, test_data
In [6]:
def f1Score(real,fake):
correctRealN = real == 0
correctFakeN = fake == 0
correctRealAF = real == 1
correctFakeAF = fake == 1
correctRealO = real == 2
correctFakeO = fake == 2
ns = 0
for i in range(len(correctRealN)):
if correctRealN[i] == True and correctRealN[i] == correctFakeN[i]:
ns += 1
afs = 0
for i in range(len(correctRealAF)):
if correctRealAF[i] == True and correctRealAF[i] == correctFakeAF[i]:
afs += 1
os = 0
for i in range(len(correctRealO)):
if correctRealO[i] == True and correctRealO[i] == correctFakeO[i]:
os += 1
p1 = (2*ns) / (sum([sum(correctRealN), sum(correctFakeN)]))
p2 = (2*afs) / (sum([sum(correctRealAF), sum(correctFakeAF)]))
p3 = (2*os) / (sum([sum(correctRealO), sum(correctFakeO)]))
return (p1+p2+p3)/4
In [7]:
dct = getClasses()
train, val, test = getData(dct)
In [8]:
# fileNames = train.keys()
# XTrain = [list(train[file]) for file in fileNames]
# YTrain = [dct[file] for file in fileNames]
In [ ]:
In [9]:
def mu_law_decode(output, quantization_channels):
'''Recovers waveform from quantized values.'''
mu = quantization_channels - 1
# Map values back to [-1, 1].
casted = output.astype('float32')
signal = 2 * (casted / mu) - 1
# Perform inverse of mu-law transformation.
magnitude = (1 / mu) * ((1 + mu)**np.abs(signal) - 1)
# print("Hello it's me")
# print(output)
# print(magnitude)
return np.sign(signal) * magnitude
In [10]:
import sklearn.preprocessing as pre
In [28]:
import pickle
import time
start = time.time()
with open('newData.p', 'rb') as handle:
data = pickle.load(handle)
XTrain = []
YTrain = []
for file in data.keys():
if file in dct.keys():
XTrain.append(data[file])
YTrain.append(dct[file])
print(time.time() - start)
XTrain = pre.normalize(XTrain)
1.1597821712493896
In [13]:
from imblearn.over_sampling import SMOTE
In [24]:
sm = SMOTE()
XTrain, YTrain = sm.fit_sample(XTrain,YTrain)
//anaconda/lib/python3.5/site-packages/imblearn/base.py:306: UserWarning: The target type should be binary.
warnings.warn('The target type should be binary.')
In [26]:
len([x for x in YTrain if x == 1])
Out[26]:
3853
In [27]:
for x in [1e-4, 1e-4, 1e-3,1e-2,1e-1,1e1,1e2,1e3]:
clf = svm.LinearSVC(C=x,class_weight='auto', max_iter=10000)
clf.fit(XTrain,YTrain)
print(x)
import pickle
with open('newTestData.p', 'rb') as handle:
dataTest = pickle.load(handle)
XTest = []
YTest = []
for file in dataTest.keys():
if file in dct.keys():
XTest.append(mu_law_decode(dataTest[file], 256))
YTest.append(dct[file])
XTest = pre.normalize(XTest)
preds = clf.predict(XTest)
print(np.count_nonzero(np.array([dct[file] for file in dataTest.keys() if file in dct.keys()]) == preds) / len(dataTest.keys()), f1Score(preds, np.array([dct[file] for file in dataTest.keys() if file in dct.keys()])))
import pickle
with open('newValData.p', 'rb') as handle:
dataTest = pickle.load(handle)
XTest = []
YTest = []
for file in dataTest.keys():
if file in dct.keys():
XTest.append(mu_law_decode(dataTest[file], 256))
YTest.append(dct[file])
XTest = pre.normalize(XTest)
preds = clf.predict(XTest)
print(np.count_nonzero(np.array([dct[file] for file in dataTest.keys() if file in dct.keys()]) == preds) / len(dataTest.keys()), f1Score(preds, np.array([dct[file] for file in dataTest.keys() if file in dct.keys()])))
preds = clf.predict(XTrain)
np.count_nonzero(np.array([dct[file] for file in data.keys() if file in dct.keys()]) == preds) / len(data.keys())
//anaconda/lib/python3.5/site-packages/sklearn/utils/class_weight.py:65: DeprecationWarning: The class_weight='auto' heuristic is deprecated in 0.17 in favor of a new heuristic class_weight='balanced'. 'auto' will be removed in 0.19 " 0.19", DeprecationWarning)
0.0001 0.448016415868673 0.19637979456 0.40562248995983935 0.191207214593
//anaconda/lib/python3.5/site-packages/ipykernel/__main__.py:30: DeprecationWarning: elementwise == comparison failed; this will raise an error in the future. //anaconda/lib/python3.5/site-packages/sklearn/utils/class_weight.py:65: DeprecationWarning: The class_weight='auto' heuristic is deprecated in 0.17 in favor of a new heuristic class_weight='balanced'. 'auto' will be removed in 0.19 " 0.19", DeprecationWarning)
0.0001 0.448016415868673 0.19637979456 0.40562248995983935 0.191207214593
//anaconda/lib/python3.5/site-packages/sklearn/utils/class_weight.py:65: DeprecationWarning: The class_weight='auto' heuristic is deprecated in 0.17 in favor of a new heuristic class_weight='balanced'. 'auto' will be removed in 0.19 " 0.19", DeprecationWarning)
0.001 0.4849521203830369 0.203688819395 0.4457831325301205 0.199564801312
//anaconda/lib/python3.5/site-packages/sklearn/utils/class_weight.py:65: DeprecationWarning: The class_weight='auto' heuristic is deprecated in 0.17 in favor of a new heuristic class_weight='balanced'. 'auto' will be removed in 0.19 " 0.19", DeprecationWarning)
0.01 0.5088919288645691 0.216176520893 0.44779116465863456 0.204630104706
//anaconda/lib/python3.5/site-packages/sklearn/utils/class_weight.py:65: DeprecationWarning: The class_weight='auto' heuristic is deprecated in 0.17 in favor of a new heuristic class_weight='balanced'. 'auto' will be removed in 0.19 " 0.19", DeprecationWarning)
0.1 0.4521203830369357 0.232453082116 0.43172690763052207 0.238401951778
//anaconda/lib/python3.5/site-packages/sklearn/utils/class_weight.py:65: DeprecationWarning: The class_weight='auto' heuristic is deprecated in 0.17 in favor of a new heuristic class_weight='balanced'. 'auto' will be removed in 0.19 " 0.19", DeprecationWarning)
10.0 0.45964432284541723 0.246329452003 0.41767068273092367 0.245045616128
//anaconda/lib/python3.5/site-packages/sklearn/utils/class_weight.py:65: DeprecationWarning: The class_weight='auto' heuristic is deprecated in 0.17 in favor of a new heuristic class_weight='balanced'. 'auto' will be removed in 0.19 " 0.19", DeprecationWarning)
100.0 0.47332421340629277 0.25020605435 0.39357429718875503 0.220564361155
//anaconda/lib/python3.5/site-packages/sklearn/utils/class_weight.py:65: DeprecationWarning: The class_weight='auto' heuristic is deprecated in 0.17 in favor of a new heuristic class_weight='balanced'. 'auto' will be removed in 0.19 " 0.19", DeprecationWarning)
1000.0 0.4719562243502052 0.254004776667 0.40963855421686746 0.236118853459
In [33]:
np.count_nonzero(np.array([dct[file] for file in dataVal.keys() if file in dct.keys()]) == 0) / len(dataVal.keys())
Out[33]:
0.5975609756097561
In [19]:
clf = svm.LinearSVC(C=1e2)
clf.fit(XTrain,YTrain)
Out[19]:
LinearSVC(C=100.0, class_weight=None, dual=True, fit_intercept=True,
intercept_scaling=1, loss='squared_hinge', max_iter=1000,
multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,
verbose=0)
In [7]:
import pickle
with open('decodedData.p', 'rb') as handle:
dataTest = pickle.load(handle)
XTest = []
YTest = []
for file in dataTest.keys():
if file in dct.keys():
XTest.append(list(dataTest[file]))
YTest.append(dct[file])
preds = clf.predict(XTest)
print(np.count_nonzero(np.array([dct[file] for file in dataTest.keys() if file in dct.keys()]) == preds) / len(dataTest.keys()), f1Score(preds, np.array([dct[file] for file in dataTest.keys() if file in dct.keys()])))
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-7-08db42bf5caa> in <module>() 8 XTest.append(list(dataTest[file])) 9 YTest.append(dct[file]) ---> 10 preds = clf.predict(XTest) 11 print(np.count_nonzero(np.array([dct[file] for file in dataTest.keys() if file in dct.keys()]) == preds) / len(dataTest.keys()), f1Score(preds, np.array([dct[file] for file in dataTest.keys() if file in dct.keys()]))) NameError: name 'clf' is not defined
In [38]:
np.count_nonzero(preds == 0) / len(preds)
Out[38]:
0.5819209039548022
In [10]:
import pickle
with open('newValData.p', 'rb') as handle:
dataVal = pickle.load(handle)
XVal = []
YVal = []
for file in dataVal.keys():
if file in dct.keys():
XVal.append(list(dataVal[file]))
YVal.append(dct[file])
preds = clf.predict(XVal)
print(np.count_nonzero(np.array([dct[file] for file in dataVal.keys() if file in dct.keys()]) == preds) / len(dataVal.keys()), f1Score(preds, np.array([dct[file] for file in dataVal.keys() if file in dct.keys()])))
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-10-d3c319911a52> in <module>() 8 XVal.append(list(dataVal[file])) 9 YVal.append(dct[file]) ---> 10 preds = clf.predict(XVal) 11 print(np.count_nonzero(np.array([dct[file] for file in dataVal.keys() if file in dct.keys()]) == preds) / len(dataVal.keys()), f1Score(preds, np.array([dct[file] for file in dataVal.keys() if file in dct.keys()]))) NameError: name 'clf' is not defined
In [9]:
XVal
Out[9]:
[[37, 22, 42, 247, 250, 249, 249, 248, 249, 254, 1, 103, 55, 55, 85, 143, 153, 162, 175, 172, 162, 162, 162, 162, 162, 165, 162, 252, 253, 185, 23, 26, 21, 21, 38, 212, 249, 251, 1, 0, 207, 84, 76, 244, 21, 7, 7, 214, 199, 207, 157, 203, 175, 175, 157, 157, 157, 153, 157, 157, 185, 153, 153, 153, 153, 157, 153, 153, 153, 153, 133, 133, 153, 4, 30, 249, 234, 248, 239, 224, 157, 23, 4, 8, 6, 207, 199, 153, 157, 162, 0, 251, 252, 251, 0, 6, 7, 157, 157, 157, 157, 153, 153, 153, 153, 157, 175, 175, 153, 153, 153, 112, 112, 133, 112, 153, 153, 134, 133, 153, 153, 133, 153, 153, 133, 133, 133, 253, 252, 250, 236, 232, 228, 224, 229, 240, 241, 1, 7, 157, 153, 112, 133, 251, 253, 248, 5, 3, 246, 244, 218, 216, 212, 214, 223, 228, 229, 228, 223, 218, 210, 75, 38, 30, 24, 25, 27, 30, 26, 43, 38, 37, 38, 43, 38, 34, 34, 29, 29, 29, 29, 34, 34, 32, 43, 38, 34, 38, 55, 61, 76, 101, 93, 101, 157, 157, 207, 212, 218, 220, 224, 229, 232, 235, 237, 239, 241, 243, 244, 244, 244, 243, 241, 238, 236, 236, 236, 236, 236, 236, 237, 238, 239, 240, 241, 243, 249, 252, 1, 238, 220, 254, 249, 246, 247, 246, 245, 245, 245, 246, 245, 245, 245, 245, 245, 245, 244, 244, 243, 243, 243, 243, 243, 244, 244, 244, 245, 244, 244, 244, 241, 238, 233, 231, 228, 225, 220, 209, 199, 48, 49, 34, 38, 38, 42, 38, 38, 38, 33, 29, 26, 24, 21, 21, 18, 19, 16, 17, 16, 15, 12, 12, 12, 12, 11, 10, 10, 9, 8, 8, 8, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 6, 6, 5, 5, 4, 4, 4, 3, 3, 3, 3, 5, 7, 12, 7, 156, 12, 7, 5, 6, 6, 7, 7, 8, 8, 8, 9, 8, 6, 12, 12, 11, 10, 11, 12, 11, 11, 11, 12, 12, 14, 16, 16, 14, 14, 14, 12, 12, 11, 9, 7, 7, 7, 7, 7, 7, 7, 7, 7, 8, 8, 9, 9, 8, 9, 9, 9, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 8, 8, 8, 9, 9, 10, 10, 12, 11, 10, 11, 11, 12, 12, 15, 17, 16, 17, 16, 16, 15, 16, 17, 20, 19, 23, 29, 23, 47, 47, 248, 69, 35, 1, 34, 29, 29, 34, 43, 48, 55, 61, 68, 83, 110, 162, 203, 214, 216, 220, 221, 223, 225, 228, 231, 231, 234, 235, 237, 237, 238, 238, 237, 237, 236, 233, 229, 228, 224, 225, 223, 223, 223, 224, 225, 227, 227, 223, 215, 208, 206, 208, 206, 203, 194, 183, 192, 172, 192, 192, 172, 192, 184, 197, 182, 197, 192, 198, 209, 215, 215, 215, 215, 211, 211, 211, 209, 211, 213, 213, 213, 215, 215, 224, 224, 228, 230, 231, 231, 227, 224, 220, 220, 220, 220, 220, 220, 220, 220, 220, 216, 215, 216, 215, 218, 247, 252, 248, 254, 182, 220, 201, 207, 207, 203, 193, 175, 172, 183, 198, 192, 197, 202, 209, 211, 213, 215, 215, 217, 220, 223, 224, 226, 227, 229, 229, 230, 229, 228, 226, 220, 209, 194, 157, 125, 81, 76, 80, 85, 112, 119, 138, 162, 165, 175, 175, 166, 171, 172, 193, 172, 182, 182, 175, 182, 180, 172, 182, 166, 184, 172, 177, 176, 177, 191, 171, 182, 162, 129, 85, 85, 75, 67, 68, 63, 61, 62, 54, 77, 68, 75, 103, 157, 172, 203, 207, 199, 139, 133, 162, 158, 138, 133, 100, 95, 83, 85, 85, 92, 103, 110, 232, 241, 250, 251, 252, 1, 139, 133, 133, 148, 162, 175, 172, 183, 172, 183, 192, 197, 197, 198, 198, 201, 203, 202, 209, 215, 220, 224, 226, 227, 228, 228, 229, 228, 228, 226, 221, 211, 199, 156, 105, 66, 61, 54, 63, 68, 69, 85, 100, 157, 175, 171, 171, 170, 173, 166, 166, 171, 172, 175, 175, 175, 183, 184, 197, 184, 173, 162, 156, 162, 133, 110, 83, 83, 69, 69, 67, 61, 68, 74, 92, 112, 133, 175, 183, 201, 203, 191, 182, 182, 162, 171, 156, 148, 143, 123, 119, 128, 108, 103, 95, 111, 103, 232, 241, 247, 250, 212, 11, 75, 75, 113, 134, 153, 162, 183, 191, 182, 197, 205, 204, 205, 209, 209, 209, 214, 214, 216, 216, 220, 220, 224, 225, 227, 227, 226, 224, 224, 223, 220, 212, 199, 185, 158, 158, 153, 152, 154, 155, 162, 147, 138, 134, 120, 120, 104, 112, 68, 61, 38, 30, 24, 24, 26, 26, 27, 33, 31, 38, 33, 34, 38, 35, 36, 35, 38, 38, 42, 39, 39, 43, 44, 62, 43, 50, 69, 55, 77, 64, 83, 76, 64, 61, 61, 55, 47, 47, 43, 47, 38, 39, 41, 42, 38, 42, 68, 246, 248, 247, 12, 34, 43, 38, 43, 38, 38, 40, 39, 38, 43, 49, 44, 55, 50, 56, 74, 77, 103, 128, 172, 201, 203, 210, 208, 211, 215, 215, 213, 211, 211, 208, 194, 175, 148, 77, 54, 47, 43, 49, 48, 61, 64, 63, 81, 84, 77, 91, 92, 82, 91, 85, 84, 91, 102, 83, 90, 77, 79, 69, 73, 62, 82, 68, 73, 72, 61, 69, 73, 76, 86, 122, 128, 146, 145, 144, 174, 171, 162, 194, 175, 197, 194, 201, 194, 201, 203, 204, 203, 203, 197, 198, 201, 198, 191, 192, 191, 183, 192, 191, 228, 248, 252, 254, 1, 185, 172, 172, 172, 185, 112, 81, 76, 73, 61, 73, 66, 66, 74, 83, 94, 122, 162, 193, 203, 209, 209, 212, 212, 214, 214, 215, 213, 213, 211, 206, 194, 162, 85, 61, 44, 48, 44, 61, 47, 41, 50, 45, 45, 59, 50, 44, 57, 52, 51, 55, 55, ...], [113, 128, 119, 134, 129, 162, 172, 172, 175, 171, 162, 181, 166, 181, 179, 191, 182, 144, 91, 85, 82, 65, 77, 82, 77, 83, 56, 66, 197, 246, 232, 224, 201, 113, 47, 48, 55, 69, 62, 69, 62, 66, 82, 103, 103, 133, 162, 192, 197, 203, 199, 183, 183, 172, 184, 184, 183, 201, 182, 191, 185, 175, 162, 85, 76, 49, 61, 80, 73, 90, 78, 100, 91, 84, 81, 94, 82, 89, 86, 77, 110, 104, 95, 96, 74, 92, 84, 120, 133, 163, 191, 185, 192, 175, 166, 133, 133, 85, 74, 83, 61, 66, 66, 74, 73, 75, 76, 75, 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In [25]:
preds = clf.predict(XTrain)
np.count_nonzero(np.array([dct[file] for file in data.keys() if file in dct.keys()]) == preds) / len(data.keys())
Out[25]:
0.8160993708662687
Wavenet + SVM
In [1]:
from __future__ import division
from __future__ import print_function
import argparse
from datetime import datetime
import json
import os
import librosa
import numpy as np
import tensorflow as tf
from wavenet import WaveNetModel, mu_law_decode, mu_law_encode, audio_reader
In [2]:
sess = tf.Session()
In [3]:
%matplotlib inline
import matplotlib.pyplot as plt
from wavenet import WaveNetModel, AudioReader, optimizer_factory
In [4]:
# encoded_input = mu_law_encode(XTrain[0],
# 256)
# encoded = net._one_hot(encoded_input)
# network_input = encoded
# raw_output = net._create_network(network_input, None)
coord = tf.train.Coordinator()
silence_threshold = None
gc_enabled = False
with open('wavenet_params.json', 'r') as config_file:
wavenet_params = json.load(config_file)
reader = AudioReader(
'training2017/',
coord,
sample_rate=wavenet_params['sample_rate'],
gc_enabled=gc_enabled,
sample_size=3750,
silence_threshold=silence_threshold,
data_dict={})
audio_batch = reader.dequeue(1)
net = WaveNetModel(
batch_size=1,
dilations=wavenet_params['dilations'],
filter_width=wavenet_params['filter_width'],
residual_channels=wavenet_params['residual_channels'],
dilation_channels=wavenet_params['dilation_channels'],
quantization_channels=wavenet_params['quantization_channels'],
skip_channels=wavenet_params['skip_channels'],
use_biases=wavenet_params['use_biases'],
scalar_input=wavenet_params['scalar_input'],
initial_filter_width=wavenet_params['initial_filter_width'],
global_condition_channels=None,
global_condition_cardinality=None)
sess.run(tf.initialize_all_variables())
# sess.run(net.init_ops)
variables_to_restore = {
var.name[:-2]: var for var in tf.all_variables()
if not ('state_buffer' in var.name or 'pointer' in var.name)}
saver = tf.train.Saver(variables_to_restore)
print('Restoring model from {}'.format('logdir_normal_nosilence/train/new2/model.ckpt-39999'))
saver.restore(sess, 'logdir_normal_nosilence/train/new2/model.ckpt-39999')
# decode = mu_law_decode(samples, wavenet_params['quantization_channels'])
quantization_channels = wavenet_params['quantization_channels']
out, transformed1, raw_output, loss = net.loss(input_batch=audio_batch,
global_condition_batch=None,
l2_regularization_strength=None)
threads = tf.train.start_queue_runners(sess=sess, coord=coord)
reader.start_threads(sess)
# for file in fileNames:
# seed = create_seed(file,
# wavenet_params['sample_rate'],
# quantization_channels,
# window_size=args.window)
# waveform = sess.run(seed).tolist()
WARNING:tensorflow:From <ipython-input-4-35179e328d42>:42 in <module>.: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02. Instructions for updating: Use `tf.global_variables_initializer` instead. WARNING:tensorflow:From <ipython-input-4-35179e328d42>:46 in <module>.: all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02. Instructions for updating: Please use tf.global_variables instead. Restoring model from logdir_normal_nosilence/train/new2/model.ckpt-39999 0 1 1 2 2 4 3 8 4 16 5 32 6 64 7 128 8 256 9 512 10 1 11 2 12 4 13 8 14 16 15 32 16 64 17 128 18 256 19 512 20 1 21 2 22 4 23 8 24 16 25 32 26 64 27 128 28 256 29 512 30 1 31 2 32 4 33 8 34 16 35 32 36 64 37 128 38 256 39 512 40 1 41 2 42 4 43 8 44 16 45 32 46 64 47 128 48 256 49 512 WARNING:tensorflow:From /Users/fahadkamran/Documents/Research/wavenet/model.py:642 in loss.: scalar_summary (from tensorflow.python.ops.logging_ops) is deprecated and will be removed after 2016-11-30. Instructions for updating: Please switch to tf.summary.scalar. Note that tf.summary.scalar uses the node name instead of the tag. This means that TensorFlow will automatically de-duplicate summary names based on the scope they are created in. Also, passing a tensor or list of tags to a scalar summary op is no longer supported.
Out[4]:
[<Thread(Thread-11, started daemon 123145514512384)>]
files length: 6568 training2017/A00001.txt training2017/A00002.txt training2017/A00004.txt training2017/A00006.txt training2017/A00007.txt training2017/A00008.txt training2017/A00009.txt training2017/A00011.txt training2017/A00012.txt training2017/A00013.txt training2017/A00014.txt training2017/A00015.txt training2017/A00016.txt training2017/A00018.txt training2017/A00020.txt training2017/A00021.txt training2017/A00022.txt training2017/A00023.txt training2017/A00026.txt training2017/A00027.txt training2017/A00030.txt training2017/A00031.txt training2017/A00034.txt training2017/A00035.txt training2017/A00036.txt training2017/A00037.txt training2017/A00038.txt training2017/A00039.txt training2017/A00040.txt training2017/A00041.txt training2017/A00043.txt training2017/A00044.txt
In [16]:
from io import StringIO # Python3
import sys
dct = {}
In [17]:
dct = {}
In [18]:
for i in range(6600):
old_stdout = sys.stdout
sys.stdout = mystdout = StringIO()
o,trans,raw, loss_value = sess.run([out, transformed1, raw_output, loss])
data = np.argmax(sum(o)[0],axis=1)
sys.stdout = old_stdout
dct[mystdout.getvalue().strip('\n')[13:]] = data
In [23]:
import pickle as pickle
with open('intermediateTrainingData.p', 'wb') as fp:
pickle.dump(dct, fp)
In [24]:
dct
Out[24]:
{'A01128.txt': array([409, 458, 36, ..., 420, 162, 324]),
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'A01517.txt': array([ 45, 324, 253, ..., 149, 149, 149]),
'A06581.txt': array([409, 468, 0, ..., 36, 36, 409]),
'A02852.txt': array([128, 473, 473, ..., 363, 464, 128]),
'A02832.txt': array([ 2, 282, 142, ..., 34, 324, 420]),
'A00669.txt': array([473, 282, 158, ..., 324, 324, 226]),
'A03388.txt': array([226, 149, 56, ..., 128, 128, 108]),
'A06136.txt': array([ 56, 56, 56, ..., 324, 324, 324]),
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'A00873.txt': array([253, 128, 128, ..., 359, 226, 2]),
'A00413.txt': array([253, 34, 20, ..., 45, 20, 20]),
'A04994.txt': array([149, 56, 56, ..., 324, 324, 324]),
'A05752.txt': array([45, 36, 34, ..., 36, 34, 34]),
'A06449.txt': array([149, 56, 297, ..., 324, 420, 324]),
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'A02140.txt': array([ 45, 36, 36, ..., 149, 149, 149]),
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'A00819.txt': array([422, 62, 74, ..., 56, 56, 56]),
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'A01920.txt': array([ 45, 128, 128, ..., 45, 45, 324]),
'A00650.txt': array([ 56, 56, 45, ..., 226, 324, 324]),
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'A01522.txt': array([128, 128, 473, ..., 324, 324, 45]),
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'A08401.txt': array([335, 149, 297, ..., 149, 149, 149]),
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'A03473.txt': array([ 56, 119, 12, ..., 226, 149, 149]),
'A06895.txt': array([335, 56, 409, ..., 149, 149, 149]),
'A00365.txt': array([ 45, 36, 128, ..., 422, 422, 128]),
'A00719.txt': array([225, 342, 158, ..., 420, 191, 324]),
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'A05309.txt': array([335, 56, 56, ..., 399, 34, 420]),
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'A01620.txt': array([335, 417, 282, ..., 45, 45, 45]),
'A01378.txt': array([128, 128, 473, ..., 253, 34, 420]),
'A04907.txt': array([128, 128, 128, ..., 128, 128, 480]),
'A06402.txt': array([128, 128, 128, ..., 56, 273, 128]),
'A02881.txt': array([ 56, 56, 56, ..., 149, 149, 226]),
'A05056.txt': array([149, 56, 56, ..., 34, 324, 324]),
'A01303.txt': array([128, 473, 417, ..., 56, 56, 149]),
'A05691.txt': array([226, 226, 149, ..., 149, 149, 149]),
'A07787.txt': array([226, 149, 56, ..., 12, 119, 437]),
'A03670.txt': array([ 12, 225, 347, ..., 420, 324, 324]),
'A03129.txt': array([331, 409, 409, ..., 56, 437, 297]),
'A02816.txt': array([368, 417, 417, ..., 299, 312, 312]),
'A00533.txt': array([473, 282, 158, ..., 12, 12, 56]),
'A01247.txt': array([331, 409, 409, ..., 149, 226, 324]),
'A08225.txt': array([ 12, 347, 417, ..., 253, 34, 34]),
'A06024.txt': array([ 45, 253, 331, ..., 297, 149, 297]),
'A02745.txt': array([ 12, 347, 128, ..., 34, 34, 420]),
'A02933.txt': array([ 56, 119, 0, ..., 149, 149, 149]),
'A08314.txt': array([ 56, 409, 56, ..., 324, 324, 324]),
'A07181.txt': array([226, 149, 45, ..., 191, 34, 420]),
'A03364.txt': array([409, 12, 162, ..., 45, 225, 45]),
'A03148.txt': array([226, 149, 226, ..., 324, 324, 324]),
'A03248.txt': array([128, 128, 128, ..., 128, 36, 420]),
'A03409.txt': array([ 56, 56, 56, ..., 162, 191, 162]),
'A03513.txt': array([226, 226, 226, ..., 162, 324, 324]),
'A08444.txt': array([ 20, 36, 128, ..., 324, 324, 324]),
'A06777.txt': array([409, 253, 36, ..., 36, 36, 36]),
'A06747.txt': array([ 45, 324, 225, ..., 56, 297, 297]),
'A07004.txt': array([158, 158, 158, ..., 34, 34, 420]),
'A02046.txt': array([ 45, 324, 324, ..., 226, 226, 226]),
'A06754.txt': array([ 42, 416, 74, ..., 15, 226, 226]),
'A00953.txt': array([409, 458, 36, ..., 308, 15, 226]),
'A00722.txt': array([ 45, 36, 128, ..., 191, 420, 420]),
'A02644.txt': array([ 20, 253, 34, ..., 34, 34, 34]),
'A07629.txt': array([ 56, 468, 312, ..., 226, 226, 226]),
'A05690.txt': array([253, 36, 399, ..., 149, 149, 149]),
'A06062.txt': array([ 56, 409, 56, ..., 34, 34, 253]),
'A07372.txt': array([128, 128, 128, ..., 324, 324, 191]),
'A03126.txt': array([409, 253, 42, ..., 36, 36, 128]),
'A06854.txt': array([128, 128, 473, ..., 324, 324, 226]),
'A04002.txt': array([335, 149, 45, ..., 34, 34, 420]),
'A01489.txt': array([226, 149, 56, ..., 34, 324, 324]),
'A00159.txt': array([120, 266, 56, ..., 128, 422, 128]),
'A05536.txt': array([331, 56, 56, ..., 56, 297, 149]),
'A08005.txt': array([128, 128, 335, ..., 36, 253, 225]),
'A01176.txt': array([149, 56, 158, ..., 266, 266, 149]),
'A01231.txt': array([331, 409, 42, ..., 253, 34, 420]),
'A05401.txt': array([ 56, 409, 119, ..., 34, 34, 480]),
'A08358.txt': array([226, 226, 226, ..., 253, 34, 34]),
'A06462.txt': array([ 45, 253, 225, ..., 333, 417, 462]),
'A05006.txt': array([ 45, 45, 45, ..., 36, 36, 253]),
'A08189.txt': array([ 45, 324, 45, ..., 324, 324, 324]),
...}
In [22]:
dct['A01128.txt']
Out[22]:
array([409, 458, 36, ..., 420, 162, 324])
In [31]:
from scipy import signal
In [25]:
o,trans,raw, loss_value = sess.run([out, transformed1, raw_output, loss])
training2017/A00089.txt
In [36]:
plt.subplot(2,1,1)
plt.imshow(sum(o)[0].T, cmap='hot', interpolation='nearest')
plt.title('Heatmap of 3750x512')
plt.show()
plt.subplot(2,1,2)
x = dct['A00089.txt']
f, t, Sxx = signal.spectrogram(x, 125)
plt.pcolormesh(t, f, Sxx)
plt.ylabel('Frequency [Hz]')
plt.xlabel('Time [sec]')
plt.title('Spectrogram')
plt.show()
In [37]:
o,trans,raw, loss_value = sess.run([out, transformed1, raw_output, loss])
training2017/A00090.txt
In [38]:
plt.subplot(2,1,1)
plt.imshow(sum(o)[0].T, cmap='hot', interpolation='nearest')
plt.title('Heatmap of 3750x512')
plt.show()
plt.subplot(2,1,2)
x = dct['A00090.txt']
f, t, Sxx = signal.spectrogram(x, 125)
plt.pcolormesh(t, f, Sxx)
plt.ylabel('Frequency [Hz]')
plt.xlabel('Time [sec]')
plt.title('Spectrogram')
plt.show()
In [39]:
o,trans,raw, loss_value = sess.run([out, transformed1, raw_output, loss])
training2017/A00091.txt
In [40]:
plt.subplot(2,1,1)
plt.imshow(sum(o)[0].T, cmap='hot', interpolation='nearest')
plt.title('Heatmap of 3750x512')
plt.show()
plt.subplot(2,1,2)
x = dct['A00091.txt']
f, t, Sxx = signal.spectrogram(x, 125)
plt.pcolormesh(t, f, Sxx)
plt.ylabel('Frequency [Hz]')
plt.xlabel('Time [sec]')
plt.title('Spectrogram')
plt.show()
In [ ]: